{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "nbsphinx": "hidden"
   },
   "source": [
    "# Spectral Analysis of Deterministic Signals\n",
    "\n",
    "*This jupyter notebook is part of a [collection of notebooks](../index.ipynb) on various topics of Digital Signal Processing. Please direct questions and suggestions to [Sascha.Spors@uni-rostock.de](mailto:Sascha.Spors@uni-rostock.de).*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Short-Time Fourier Transform\n",
    "\n",
    "\n",
    "The discrete Fourier transform (DFT) is not very well suited for the analysis of instationary signals when applied to the entire signal at once. Furthermore practical signals, for instance, an antenna signal, cannot be analyzed in an on-line manner by the DFT. This motivates to split a long signal into segments and compute the DFT on these segments. This transform is known as the [short-time Fourier transform](https://en.wikipedia.org/wiki/Short-time_Fourier_transform) (STFT).\n",
    "\n",
    "The STFT $X[\\mu, n]$ of a signal $x[k]$ is defined as\n",
    "\n",
    "\\begin{equation}\n",
    "X[\\mu, n] = \\sum_{k = n}^{n+N-1} x[k] \\, w[k-n] \\;  \\mathrm{e}^{\\,-\\mathrm{j}\\,\\frac{2 \\pi}{N} k \\mu}\n",
    "\\end{equation}\n",
    "\n",
    "where $w[k]$ denotes a window function of length $N$ which is normalized by $\\sum_{k=0}^{N-1} w[k] = 1$. Starting from $k=n$, the signal $x[k]$ is windowed by $w[k]$ to a segment of length $N$. This windowed segment is then transformed by a DFT of length $N$.\n",
    "\n",
    "The STFT has many applications in digital signal processing, for instance, in the spectral analysis of signals or the processing of instationary signals. The resulting spectrum $X[\\mu, n]$ depends on the frequency index $\\mu$ and the time index $n$. The spectral domain is therefore also termed as [time-frequency domain](https://en.wikipedia.org/wiki/Time%E2%80%93frequency_representation) and techniques using the STFT as time-frequency processing.\n",
    "\n",
    "The properties of the STFT depend on\n",
    "\n",
    "* the length $N$ of the segments,\n",
    "* the overlap between the segments, and\n",
    "* the window function $w[k]$.\n",
    "\n",
    "The size $N$ of the segments and the window function influence the spectral and temporal resolution of the STFT. The time index $n$ of the STFT can be increased by an arbitrary step size. The step size determines the overlap between two consecutive STFTs. For instance, the spectra $X[\\mu, n]$ and $X[\\mu, n+1]$ have $N-1$ overlapping samples. The overlap is sometimes given as percentage of the segment length $N$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Spectrogram\n",
    "\n",
    "The magnitude $|X[\\mu, n]|$ of the STFT is known as the [spectrogram](https://en.wikipedia.org/wiki/Spectrogram) of a signal. It is frequently used to analyze signals in the time-frequency domain, for instance by a [spectrum analyzer](https://en.wikipedia.org/wiki/Spectrum_analyzer)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example - Spectrogram of a chirp/sweep signal**\n",
    "\n",
    "The following example compares the Fourier transform and spectrogram of a [chirp](https://en.wikipedia.org/wiki/Chirp)/sweep signal. A chirp signal is a signal whose instantaneous frequency increases or decreases with time. Lets first listen to a chirp signal whose instantaneous frequency increases linear with time\n",
    "\n",
    "<audio src=\"../data/linear_sweep.wav\" controls>Your browser does not support the audio element.</audio>\n",
    "[../data/linear_sweep.wav](../data/linear_sweep.wav)\n",
    "\n",
    "Now the magnitude spectrum $|X(e^{j \\Omega})|$ of a chirp signal is computed and plotted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.signal as sig\n",
    "\n",
    "\n",
    "N = 8192  # length of the signal\n",
    "\n",
    "# generate signal\n",
    "k = np.arange(N)\n",
    "x = sig.chirp(k, 0.01, N, .49)\n",
    "\n",
    "# compute and plot magnitude spectrum\n",
    "plt.figure(figsize = (10, 3))\n",
    "f = np.fft.rfftfreq(N, 1/2)\n",
    "plt.plot(f, 20*np.log10(abs(np.fft.rfft(x))))\n",
    "plt.xlabel(r'$\\Omega$ / $\\pi$')\n",
    "plt.ylabel(r'$|X[\\Omega]|$ in dB')\n",
    "plt.ylim([0, 50])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Followed by the spectrogram of the chirp signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/pdf": 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y=\"-10.699219\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" id=\"m6946ec6b70\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"95.595536\" xlink:href=\"#m6946ec6b70\" y=\"288.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
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      "text/plain": [
       "<Figure size 960x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 256  # length of one segment\n",
    "overlap = 128  # overlap between segments\n",
    "\n",
    "plt.figure(figsize = (10, 5))\n",
    "plt.specgram(x, NFFT=L, Fs=2, noverlap=overlap, sides='onesided')\n",
    "plt.xlabel(r'$n$')\n",
    "plt.ylabel(r'$\\Omega$ / $\\pi$')\n",
    "cb = plt.colorbar()\n",
    "cb.set_label(r'$|X[\\Omega,n]|$ in dB')\n",
    "plt.autoscale(tight=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise**\n",
    "\n",
    "* Which spectral properties of the chirp signal can be concluded from the magnitude spectrum and the spectrogram?\n",
    "* Change the segment length `L` of the spectrogram and the overlap `overlap` between segments. Rerun the example. What changes?\n",
    "* Change the window function used for the spectrogram by extending the call to `plt.specgram` by the parameter `window`. For instance add `window = np.ones(L)` for the rectangular window.\n",
    "\n",
    "Solution: The magnitude spectrum, which has been computed from the entire signal, shows only that the overall spectrum of the chirp is approximately constant. The temporal evolution of the instantaneous frequency of the chirp signal can only be observed in the spectrogram. It can be concluded that the instantaneous frequency increases linear with time. A higher segment length leads to a narrower main lobe and thus better visibility of the current frequency. With a higher overlap, the spectrum has a higher temporal resolution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example - Spectrogram of a speech signal**\n",
    "\n",
    "The following example computes the spectrogram of a speech signal containing a short sentence. Lets first listen to the speech signal\n",
    "\n",
    "<audio src=\"../data/speech_8k.wav\" controls>Your browser does not support the audio element.</audio>\n",
    "[../data/speech_8k.wav](../data/speech_8k.wav)\n",
    "\n",
    "\n",
    "The signal is loaded using the [`soundfile`](http://pysoundfile.readthedocs.io/en/latest/) module for Python."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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   "source": [
    "import soundfile as sf\n",
    "\n",
    "L = 1024  # length of one segment\n",
    "overlap = 512  # overlap between segments\n",
    "\n",
    "# read speech signal from file\n",
    "x, fs = sf.read('../data/speech_8k.wav')\n",
    "x = x/np.max(np.abs(x))\n",
    "\n",
    "# compute and plot spectrogram\n",
    "plt.figure(figsize = (10, 5))\n",
    "plt.specgram(x, NFFT=L, Fs=fs, noverlap=overlap, sides='onesided')\n",
    "plt.xlabel(r'$n$ in s')\n",
    "plt.ylabel(r'$f$ in Hz')\n",
    "cb = plt.colorbar()\n",
    "cb.set_label(r'$|X[f,n]|$ in dB')\n",
    "plt.autoscale(tight=True)\n",
    "plt.ylim([0, 2000]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise**\n",
    "\n",
    "* A speech signal exhibits a specific spectral structure. What insights can you gain from the spectrum above?\n",
    "* Change the segment length and overlap of the STFT. How does the spectrogram change?\n",
    "\n",
    "Solution: In case of a vowel a speech signal is periodic due to the underlying speech production mechanism. A periodic signal has a line spectrum consisting of a fundamental frequency and various harmonics with multiple of the fundamental frequency. The [harmonic structure of the vowels](https://en.wikipedia.org/wiki/Formant) is visible in the spectrogram."
   ]
  },
  {
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   "metadata": {
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   },
   "source": [
    "**Copyright**\n",
    "\n",
    "This notebook is provided as [Open Educational Resource](https://en.wikipedia.org/wiki/Open_educational_resources). Feel free to use the notebook for your own purposes. The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/), the code of the IPython examples under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: *Sascha Spors, Digital Signal Processing - Lecture notes featuring computational examples*."
   ]
  }
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